JP7081757B2 - Power generation amount prediction device, power generation amount prediction system, and power generation amount prediction method - Google Patents

Power generation amount prediction device, power generation amount prediction system, and power generation amount prediction method Download PDF

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JP7081757B2
JP7081757B2 JP2020168836A JP2020168836A JP7081757B2 JP 7081757 B2 JP7081757 B2 JP 7081757B2 JP 2020168836 A JP2020168836 A JP 2020168836A JP 2020168836 A JP2020168836 A JP 2020168836A JP 7081757 B2 JP7081757 B2 JP 7081757B2
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明 大下
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    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
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Description

本発明は、天気が西から東へと移り変わることに着目して太陽光発電の発電量を予測する技術に関する。 The present invention relates to a technique for predicting the amount of power generated by photovoltaic power generation, focusing on the fact that the weather changes from west to east.

従来、太陽光発電システムは、天候などにより発電出力にばらつきがあることから、発電量の予測を行うために、各種の技術が提案されている。 Conventionally, since the power generation output of a solar power generation system varies depending on the weather and the like, various techniques have been proposed for predicting the amount of power generation.

例えば、特許文献1では、現在または将来の積雪深情報と、天候情報と、第1気温情報と、日射量情報とを取得する第1取得部と、積雪が太陽光発電設備の発電に影響を及ぼさない積雪深を示す第1基準積雪深と、第1基準積雪深よりも大きく積雪により太陽光発電設備が発電できない積雪深を示す第2基準積雪深とに対する積雪深の大小関係を判定する閾値判定部と、第1判定部において積雪深が第1基準積雪深と第2基準積雪深との間の値であると判定された場合、天候情報または第1気温情報のいずれか一方に基づいて、太陽光発電設備の発電に対して積雪が及ぼす影響度合いを示す積雪係数を算出する積雪係数算出部と、積雪係数と日射量情報とに基づいて太陽光発電設備の発電出力を算出する発電出力算出部とを備える発電出力予測装置が開示されている。 For example, in Patent Document 1, the first acquisition unit that acquires current or future snow depth information, weather information, first temperature information, and solar radiation amount information, and the snow cover affects the power generation of the solar power generation facility. A threshold for determining the magnitude relationship between the first standard snow depth, which indicates the snow depth that does not reach, and the second standard snow depth, which indicates the snow depth that the solar power generation facility cannot generate due to snow that is larger than the first standard snow depth. When the determination unit and the first determination unit determine that the snow depth is a value between the first reference snow depth and the second reference snow depth, it is based on either the weather information or the first temperature information. , The snowfall coefficient calculation unit that calculates the snowfall coefficient that indicates the degree of influence of snowfall on the power generation of the solar power generation facility, and the power generation output that calculates the power generation output of the solar power generation facility based on the snowfall coefficient and the amount of solar radiation information. A power generation output prediction device including a calculation unit is disclosed.

特開2019-219978号公報Japanese Unexamined Patent Publication No. 2019-21978

しかしながら、特許文献1では、天気が西から東へ移り変わることに着目して、診断対象の太陽光システムよりも西に配置されている太陽光システムの発電量に基づいて、診断対象の発電量を予測することは開示されていない。 However, in Patent Document 1, paying attention to the fact that the weather changes from west to east, the amount of power generation to be diagnosed is calculated based on the amount of power generation of the solar system located west of the solar system to be diagnosed. No predictions are disclosed.

本発明は、このような課題に鑑みてなされたものであり、その目的とするところは、天気が西から東に移り変わることに着目して、発電量を適正に予測することにある。 The present invention has been made in view of such a problem, and an object of the present invention is to appropriately predict the amount of power generation by paying attention to the fact that the weather changes from the west to the east.

上記課題を解決するため、本発明の第の態様に係る発電量予測装置は、各地に設置された太陽光発電システムと通信自在な発電量予測装置であって、前記複数のうちの一の太陽光発電システムについて予測希望時刻を含む発電量予測のリクエストを受け付ける受信部と、前記一の太陽光発電システムよりも西に配置されている他の太陽光発電システムを特定し、前記一の太陽光発電システムの設置場所の緯度経度と前記他の太陽光発電システムの設置場所の緯度経度に基づいて両者間の距離を算出し、前記距離と天気の移り変わりの速度とに基づいて時間差を算出し、前記予測希望時刻よりも当該時間差だけ前の前記他の太陽光発電システムの発電量を参照し、前記一の太陽光発電システムの予測希望時刻における発電量の予測値とする発電量予測部と、前記発電量予測部の前記予測値を出力する出力部と、を備えた。 In order to solve the above problems, the power generation amount prediction device according to the first aspect of the present invention is a power generation amount prediction device capable of communicating with a solar power generation system installed in various places, and is one of the plurality. Regarding the solar power generation system, the receiving unit that receives the request for power generation amount prediction including the desired prediction time and the other solar power generation system located west of the one solar power generation system are specified, and the one sun The distance between the two is calculated based on the latitude and longitude of the installation location of the optical power generation system and the latitude and longitude of the installation location of the other solar power generation system, and the time difference is calculated based on the distance and the speed of change of the weather. , With reference to the power generation amount of the other solar power generation system before the predicted desired time by the time difference, and the power generation amount prediction unit which is the predicted value of the power generation amount at the predicted desired time of the one solar power generation system. , And an output unit that outputs the predicted value of the power generation amount prediction unit.

本発明の第の態様に係る発電量予測システムは、各地に設置された複数の太陽光発電システムと、各太陽光発電システムに関わる端末装置と、発電量予測装置とからなる発電量予測システムであって、前記端末装置は、前記発電量予測装置に発電量予測のリクエストを行う第1送信部と、前記発電量予測装置からの予測結果を受信する第1受信部と、前記予測結果を表示する表示部と、を備え、前記発電量予測装置は、前記複数のうちの一の太陽光発電システムに関わる端末装置から予測希望時刻を含む発電量予測のリクエストを受け付ける第2受信部と、前記一の太陽光発電システムよりも西に配置されている他の太陽光発電システムを特定し、前記一の太陽光発電システムの設置場所の緯度経度と前記他の太陽光発電システムの設置場所の緯度経度に基づいて両者間の距離を算出し、前記距離と天気の移り変わりの速度とに基づいて時間差を算出し、前記予測希望時刻よりも当該時間差だけ前の前記他の太陽光発電システムの発電量を参照し、前記一の太陽光発電システムの予測希望時刻における発電量の予測値とする発電量予測部と、前記発電量予測部の前記予測値を送信する第2送信部と、を備えた。 The power generation amount prediction system according to the second aspect of the present invention is a power generation amount prediction system including a plurality of solar power generation systems installed in various places, a terminal device related to each solar power generation system, and a power generation amount prediction device. The terminal device receives the first transmission unit that requests the power generation amount prediction device for the power generation amount prediction, the first reception unit that receives the prediction result from the power generation amount prediction device, and the prediction result. The power generation amount prediction device includes a display unit for displaying, and the power generation amount prediction device includes a second receiving unit that receives a request for power generation amount prediction including a desired prediction time from a terminal device related to one of the plurality of solar power generation systems. Identify the other solar power generation system located west of the one solar power generation system, and the latitude and longitude of the installation location of the one solar power generation system and the installation location of the other solar power generation system. The distance between the two is calculated based on the latitude and longitude, the time difference is calculated based on the distance and the speed of change of the weather, and the power generation of the other solar power generation system before the predicted desired time by the time difference. It is provided with a power generation amount prediction unit that refers to the amount and uses the predicted value of the power generation amount at the desired time of the prediction of the one solar power generation system, and a second transmission unit that transmits the predicted value of the power generation amount prediction unit. rice field.

本発明の第の態様に係る発電量予測方法は、各地に設置された複数の太陽光発電システムと、各太陽光発電システムに関わる端末装置と、発電量予測装置とからなる発電量予測システムによる発電量予測方法であって、前記端末装置では、第1送信部が、前記発電量予測装置に発電量予測のリクエストを行い、第1受信部が、前記発電量予測装置からの予測結果を受信し、表示部が、前記予測結果を表示し、前記発電量予測装置では、第2受信部が、前記複数のうちの一の太陽光発電システムに関わる端末装置から予測希望時刻を含む発電量予測のリクエストを受け付け、発電量予測部が、前記一の太陽光発電システムよりも西に配置されている他の太陽光発電システムを特定し、前記一の太陽光発電システムの設置場所の緯度経度と前記他の太陽光発電システムの設置場所の緯度経度に基づいて両者間の距離を算出し、前記距離と天気の移り変わりの速度とに基づいて時間差を算出し、前記予測希望時刻よりも当該時間差だけ前の前記他の太陽光発電システムの発電量を参照し、前記一の太陽光発電システムの予測希望時刻における発電量の予測値とし、第2送信部が、前記発電量予測部の前記予測値を送信する。 The power generation amount prediction method according to the third aspect of the present invention is a power generation amount prediction system including a plurality of solar power generation systems installed in various places, a terminal device related to each solar power generation system, and a power generation amount prediction device. In the terminal device, the first transmission unit makes a request for power generation amount prediction to the power generation amount prediction device, and the first receiving unit receives the prediction result from the power generation amount prediction device. Upon receiving, the display unit displays the prediction result, and in the power generation amount prediction device, the second receiving unit receives the power generation amount including the predicted desired time from the terminal device related to the solar power generation system of one of the plurality. Upon receiving the request for prediction, the power generation amount prediction unit identifies another power generation system located west of the one solar power generation system, and the latitude and longitude of the installation location of the one solar power generation system. The distance between the two is calculated based on the latitude and longitude of the installation location of the other solar power generation system, and the time difference is calculated based on the distance and the speed of change of the weather. With reference to the power generation amount of the other solar power generation system just before, the predicted value of the power generation amount at the predicted desired time of the one solar power generation system is used, and the second transmission unit is the prediction of the power generation amount prediction unit. Send the value.

本発明によれば、天気が西から東に移り変わることに着目して、発電量を適正に予測する技術を提供することができる。 According to the present invention, it is possible to provide a technique for appropriately predicting the amount of power generation, focusing on the fact that the weather changes from the west to the east.

本発明の実施形態に係る発電量予測システムの構成図である。It is a block diagram of the power generation amount prediction system which concerns on embodiment of this invention. 同システムによる予測の考え方を概念的に示す図である。It is a figure which conceptually shows the concept of prediction by this system. 同システムによる予測の考え方を概念的に示す特性図である。It is a characteristic diagram that conceptually shows the concept of prediction by this system. 同システムの発電量予測装置の構成図である。It is a block diagram of the power generation amount prediction device of this system. 各種テーブルを示す図である。It is a figure which shows various tables. 同システムの端末装置の構成図である。It is a block diagram of the terminal apparatus of the same system. 同システによる処理手順を示すフローチャートである。It is a flowchart which shows the processing procedure by this system.

以下、図面を参照しつつ本発明の実施形態について説明する。 Hereinafter, embodiments of the present invention will be described with reference to the drawings.

図1には、本発明の実施形態に係る発電量予測システムの構成を示し説明する。 FIG. 1 shows and describes a configuration of a power generation amount prediction system according to an embodiment of the present invention.

同図に示されるように、発電量予測システムは、発電量予測装置1が、各地に設置された太陽光発電施設100A、100B…の太陽光発電システム2や端末装置3と、インターネットなどの通信網4を介して、無線又は有線で接続され、構成されている。発電量予測装置1としては、1又は複数のサーバ装置などを採用することができる。端末装置3としては、スマートフォンやタブレット端末、ノート型パーソナルコンピュータ、デスクトップ型パーソナルコンピュータなどを採用することができる。このほか、太陽光発電システム2は、発電機2aと管理装置2bとからなる。 As shown in the figure, in the power generation amount prediction system, the power generation amount prediction device 1 communicates with the solar power generation system 2 and the terminal device 3 of the solar power generation facilities 100A, 100B ... installed in various places, such as the Internet. It is connected and configured wirelessly or by wire via the network 4. As the power generation amount prediction device 1, one or a plurality of server devices and the like can be adopted. As the terminal device 3, a smartphone, a tablet terminal, a notebook personal computer, a desktop personal computer, or the like can be adopted. In addition, the photovoltaic power generation system 2 includes a generator 2a and a management device 2b.

このような構成において、発電量予測装置1は、一の太陽光発電システムよりも西に配置されている他の太陽光発電システムの発電出力に基づいて、一の太陽光発電システムの将来の発電量を予測し、出力する。参照先を決定するにあたっては、太陽光パネルの大きさ、向き、傾きなどを総合的に勘案してもよい。 In such a configuration, the power generation amount predictor 1 is based on the power output of another PV system located west of one PV system, and the future power generation of one PV system. Predict and output the amount. When deciding the reference destination, the size, orientation, inclination, etc. of the solar panel may be comprehensively considered.

より詳細には、発電量予測装置1は、一の太陽光発電システムよりも西に配置されている他の太陽光発電システムを特定し、一の太陽光発電システムの設置場所の緯度経度と他の太陽光発電システムの設置場所の緯度経度に基づいて両者間の距離を算出し、距離と天気の移り変わりの速度とに基づいて時間差を算出し、予測希望時刻よりも当該時間差だけ前の他の太陽光発電システムの発電量を参照し、一の太陽光発電システムの予測希望時刻における発電量の予測値として、出力する。 More specifically, the power generation prediction device 1 identifies another solar power generation system located west of one solar power generation system, and the latitude and longitude of the installation location of one solar power generation system and others. The distance between the two is calculated based on the latitude and longitude of the installation location of the solar power generation system in Japan, the time difference is calculated based on the distance and the speed of change of the weather, and the other time difference before the predicted desired time is calculated. It refers to the power generation amount of the solar power generation system and outputs it as the predicted value of the power generation amount at the predicted desired time of one solar power generation system.

ここで、図2、図3には、本発明の実施形態に係る発電量予測システムによる予測の考え方を概念的に示し説明する。 Here, FIGS. 2 and 3 conceptually show and explain the concept of prediction by the power generation amount prediction system according to the embodiment of the present invention.

図2に示されるように、全国の各地には、太陽光発電施設が多数存在するが、発電量予測装置1は、予測のリクエストのあった一の太陽光発電システムよりも、西に位置する他の太陽光発電システムを特定し、天気の移り変わりの速度や、両者間の距離などに基づいて、当該他の態様光発電システムの現在又は過去の発電量を、予測のリクエストのあった一の太陽光発電システムの予測時刻における予測値として出力するものである。前述したように、参照先を決定するにあたっては、西に位置するという条件に加え絵、太陽光パネルの大きさ、向き、傾きなどを総合的に勘案してもよい。 As shown in FIG. 2, there are many photovoltaic power generation facilities in various parts of the country, but the power generation amount prediction device 1 is located to the west of one photovoltaic power generation system for which a prediction request was made. One of the requested forecasts of the current or past power generation of the other PV system by identifying other PV systems and based on the speed of change of weather, the distance between them, etc. It is output as a predicted value at the predicted time of the photovoltaic power generation system. As mentioned above, when deciding the reference destination, in addition to the condition that it is located in the west, the picture, the size, orientation, inclination, etc. of the solar panel may be comprehensively considered.

これは、図3に示されるように、発電量が、西から東へと天気が移り変わるのに連動して、推移することに着眼し、それを予測に生かしたものである。本実施形態の発電量予測システムは、特に分単位、時間単位での予測に好適である。 As shown in FIG. 3, this is based on the fact that the amount of power generation changes as the weather changes from west to east, and this is used in the prediction. The power generation amount prediction system of the present embodiment is particularly suitable for prediction in minutes and hours.

図4には、発電量予測システムの発電量予測装置の構成を示し説明する。 FIG. 4 shows and describes the configuration of the power generation amount prediction device of the power generation amount prediction system.

同図に示されるように、発電量予測装置1は、全体の制御を司るCPU(Central Processing Unit)等からなる制御部11を備えている。制御部11は、バスライン18を介して、通信部12、表示部13、操作部14、及び記憶部15と接続されている。通信部12は、インターネット等の通信網4を介して、太陽光発電システム2や端末装置3と通信するための通信インタフェースである。表示部13は、液晶ディスプレイなどの表示デバイスである。操作部14は、マウスやキーボードなどの操作デバイスである。 As shown in the figure, the power generation amount prediction device 1 includes a control unit 11 including a CPU (Central Processing Unit) that controls the whole. The control unit 11 is connected to the communication unit 12, the display unit 13, the operation unit 14, and the storage unit 15 via the bus line 18. The communication unit 12 is a communication interface for communicating with the solar power generation system 2 and the terminal device 3 via a communication network 4 such as the Internet. The display unit 13 is a display device such as a liquid crystal display. The operation unit 14 is an operation device such as a mouse or a keyboard.

記憶部15は、RAM(Random Access Memory)ROM(Read Only Memory)等のメモリやハードディスクドライブ(HDD;Hard Disc Drive)等で構成されており、制御部11で実行されるプログラムを記憶している。さらに、記憶部15は、発電機情報記憶部16と外的要因情報記憶部17を備えている。 The storage unit 15 is composed of a memory such as a RAM (Random Access Memory) ROM (Read Only Memory), a hard disk drive (HDD; Hard Disc Drive), or the like, and stores a program executed by the control unit 11. .. Further, the storage unit 15 includes a generator information storage unit 16 and an external factor information storage unit 17.

より詳細には、発電機情報記憶部16では、図5(a)に示されるように、発電施設IDと紐づけられて、発電施設の設置場所の緯度/経度、設備規模(例えば、大、中、小の3段階など)、設置年数、発電状況(ステータス)、発電出力履歴、参照先履歴などが記憶されている。これに加えて、太陽光パネルの大きさ、向き、傾きなどの条件を更に紐づけて記憶するようにしてもよい。一方、外的要因情報記憶部17では、図5(b)に示されるように、発電施設IDと紐づけられて、季節、天気、天気の移り変わり(変更)の速度(m/s)、日の出/日の入りの時刻、温度(℃)、及び湿度(%)が対応付けられて記憶されている。 More specifically, in the generator information storage unit 16, as shown in FIG. 5A, the latitude / longitude of the installation location of the power generation facility and the equipment scale (for example, large) are associated with the power generation facility ID. Medium, small, etc.), years of installation, power generation status (status), power generation output history, reference destination history, etc. are stored. In addition to this, conditions such as the size, orientation, and inclination of the solar panel may be further associated and stored. On the other hand, in the external factor information storage unit 17, as shown in FIG. 5 (b), the season, the weather, the speed (m / s) of the change (change) of the weather, and the sunrise are associated with the power generation facility ID. / The time of sunset, temperature (° C), and humidity (%) are stored in association with each other.

このような構成において、制御部11は、記憶部15のプログラムを読み出して、実行することで、受信部11a、発電量予測部11b、出力部11c、発電機情報更新部11d、外的要因情報更新部11e、表示制御部11f、生成部11g、送信部11h、及び学習部11iとして機能する。 In such a configuration, the control unit 11 reads out the program of the storage unit 15 and executes it, so that the reception unit 11a, the power generation amount prediction unit 11b, the output unit 11c, the generator information update unit 11d, and the external factor information It functions as an update unit 11e, a display control unit 11f, a generation unit 11g, a transmission unit 11h, and a learning unit 11i.

受信部11aは、複数のうちの一の太陽光発電システムについて予測希望時刻を含む発電量予測のリクエストを受け付ける。このリクエストは、例えば、施設100A,100B…の端末装置3から送られてくる。 The receiving unit 11a receives a request for power generation amount prediction including a desired prediction time for one of the plurality of solar power generation systems. This request is sent from, for example, the terminal device 3 of the facilities 100A, 100B ....

発電量予測部11bは、記憶部15を参照しつつ、一の太陽光発電システムよりも西に配置されている他の太陽光発電システムの発電出力に基づいて、一の太陽光発電システムの将来の発電量を予測する。参照先を決定するにあたっては、西に位置するという条件に加え絵、太陽光パネルの大きさ、向き、傾きなどを総合的に勘案してもよい。 The power generation amount prediction unit 11b refers to the storage unit 15, and based on the power generation output of another solar power generation system located west of the one solar power generation system, the future of the one solar power generation system. Predict the amount of power generation. In deciding the reference destination, in addition to the condition that it is located in the west, the picture, the size, orientation, inclination, etc. of the solar panel may be comprehensively considered.

より詳細には、発電量予測部11bは、発電機情報記憶部16を参照して、一の太陽光発電システムよりも西に配置されている他の太陽光発電システムを特定し、一の太陽光発電システムの設置場所の緯度経度と他の太陽光発電システムの設置場所の緯度経度に基づいて両者間の距離を算出し、外的要因情報記憶部17も参照して、距離と天気の移り変わりの速度とに基づいて時間差を算出し、予測希望時刻よりも当該時間差だけ前の他の太陽光発電システムの発電量を参照し、一の太陽光発電システムの予測希望時刻における発電量の予測値とする。そして、出力部11cは、発電量予測部11bの予測結果(予定時刻における発電量の予測値)を出力する。 More specifically, the power generation amount prediction unit 11b refers to the generator information storage unit 16 to identify another power generation system located west of one solar power generation system, and one sun. The distance between the two is calculated based on the latitude and longitude of the installation location of the optical power generation system and the latitude and longitude of the installation location of other solar power generation systems. Calculate the time difference based on the speed of And. Then, the output unit 11c outputs the prediction result (predicted value of the power generation amount at the scheduled time) of the power generation amount prediction unit 11b.

発電機情報更新部11dは、定期的に各施設100A,100B…の太陽光発電システムより発電機情報(ステータスや発電出力など)を受けて、発電機情報記憶部16の内容を更新する。外的要因情報更新部11eは、定期的に不図示の情報提供サーバより天気や天気の移り変わり速度、温度、湿度などの外的要因情報を受けて、外的要因情報記憶部17の内容を更新する。表示制御部11fは、出力部11cの出力に基づく表示部13での表示を制御する。生成部11gは、予測結果に関わる画面データをHTML形式などで生成する。送信部11hは、画面データを、端末装置3等に送信する。そして、学習部11iは予測結果と実際の発電量とに基づいて、好適な参照先を学習し、発電機情報記憶部16の参照先履歴の内容を、優先順を付けて更新する。 The generator information updating unit 11d periodically receives generator information (status, power generation output, etc.) from the photovoltaic power generation systems of each facility 100A, 100B ..., And updates the contents of the generator information storage unit 16. The external factor information updating unit 11e periodically receives external factor information such as weather, weather change speed, temperature, and humidity from an information providing server (not shown), and updates the contents of the external factor information storage unit 17. do. The display control unit 11f controls the display on the display unit 13 based on the output of the output unit 11c. The generation unit 11g generates screen data related to the prediction result in HTML format or the like. The transmission unit 11h transmits the screen data to the terminal device 3 or the like. Then, the learning unit 11i learns a suitable reference destination based on the prediction result and the actual power generation amount, and updates the contents of the reference destination history of the generator information storage unit 16 in order of priority.

図6には、発電量予測システムの端末装置の構成を示し説明する。 FIG. 6 shows and describes the configuration of the terminal device of the power generation amount prediction system.

同図に示されるように、各施設100A,100B…に設置された端末装置3は、制御部21と、通信部22と、操作部23と、表示部24と、記憶部25とを有する。各部21~25は、バスライン26を介して通信自在に接続されている。通信部22は、例えばNIC等により実現されるもので、インターネット等の通信網4と有線又は無線で接続され、発電量予測装置1等との間で通信を行う通信インタフェースである。 As shown in the figure, the terminal device 3 installed in each facility 100A, 100B ... Has a control unit 21, a communication unit 22, an operation unit 23, a display unit 24, and a storage unit 25. Each unit 21 to 25 is freely connected via a bus line 26. The communication unit 22 is realized by, for example, a NIC or the like, and is a communication interface that is connected to a communication network 4 such as the Internet by wire or wirelessly and communicates with a power generation amount prediction device 1 or the like.

操作部23は、マウスやキーボード等で実現され、ユーザによる各種操作入力を受け付ける。表示部24は、液晶ディスプレイ等により実現され、各種表示を行う。尚、操作部23と表示部24とをタッチパネルとして一体に構成してもよい。 The operation unit 23 is realized by a mouse, a keyboard, or the like, and receives various operation inputs by the user. The display unit 24 is realized by a liquid crystal display or the like and performs various displays. The operation unit 23 and the display unit 24 may be integrally configured as a touch panel.

記憶部25は、例えば、RAMやフラッシュメモリ等の半導体メモリ素子、HDD、または光ディスク装置等で実現されるもので、制御部21で実行されるプログラムを記憶している。制御部21は、CPUやMPU等で実現され、記憶部25に記憶されているプログラムを実行することで、受信部21a、閲覧部21b、及び送信部21cとして機能する。制御部21は、ASICやFPGA等の集積回路で構成されてよい。 The storage unit 25 is realized by, for example, a semiconductor memory element such as a RAM or a flash memory, an HDD, an optical disk device, or the like, and stores a program executed by the control unit 21. The control unit 21 functions as a reception unit 21a, a viewing unit 21b, and a transmission unit 21c by executing a program realized by a CPU, an MPU, or the like and stored in the storage unit 25. The control unit 21 may be composed of an integrated circuit such as an ASIC or FPGA.

このような構成において、受信部21aは、発電量予測装置1から送られていた予測結果に関わる表示データ等を、通信部22を介して受信する。閲覧部21bは、表示データに基づく表示を表示部24に行い閲覧可能とする。そして、送信部21cは、発電予測に関わるリクエスト等を、通信部22を介して、発電量予測装置1に送信する。 In such a configuration, the receiving unit 21a receives the display data and the like related to the prediction result sent from the power generation amount prediction device 1 via the communication unit 22. The viewing unit 21b displays the display data based on the display data on the display unit 24 so that the display unit 21b can view the data. Then, the transmission unit 21c transmits a request or the like related to power generation prediction to the power generation amount prediction device 1 via the communication unit 22.

以下、図7のフローチャートを参照して、発電量予測装置による処理手順を説明する。 Hereinafter, the processing procedure by the power generation amount prediction device will be described with reference to the flowchart of FIG. 7.

受信部11aは、端末装置3から、複数のうちの一の太陽光発電システムについて予測希望時刻を含む発電量予測のリクエストを受け付ける(S1)。 The receiving unit 11a receives a request for power generation amount prediction including a desired prediction time for one of a plurality of solar power generation systems from the terminal device 3 (S1).

続いて、発電量予測部11bは、発電機情報記憶部16を参照して、一の太陽光発電システムよりも西に配置されている他の太陽光発電システムを特定する(S2)。この特定の際には発電機情報記憶部16の参照先情報が参照されるが、さらに外的要因情報記憶部17を参照して、参照先の発電施設が日の出前、あるいは日の入り後である場合には、参照先候補から除外するようにしてもよい。また、参照先を決定するにあたっては、西に位置するという条件に加えて、太陽光パネルの大きさ、向き、傾きなどを総合的に勘案してもよいことは勿論である。 Subsequently, the power generation amount prediction unit 11b refers to the generator information storage unit 16 to identify another photovoltaic power generation system located west of one photovoltaic power generation system (S2). In this specific case, the reference information of the generator information storage unit 16 is referred to, but when the reference power generation facility is before sunrise or after sunset by further referring to the external factor information storage unit 17. May be excluded from the reference destination candidates. In addition to the condition that the solar panel is located in the west, it is of course possible to comprehensively consider the size, orientation, inclination, etc. of the solar panel when determining the reference destination.

次に、発電量予測部11bは、予測対象である一の太陽光発電システムの設置場所の緯度経度と、参照先である他の太陽光発電システムの設置場所の緯度経度に基づいて、両者間の距離を算出し、外的要因情報記憶部17も参照して、距離と天気の移り変わりの速度とに基づいて時間差を算出する(S3)。 Next, the power generation amount prediction unit 11b is located between the two based on the latitude and longitude of the installation location of one solar power generation system to be predicted and the latitude and longitude of the installation location of another solar power generation system to be referenced. The time difference is calculated based on the distance and the speed of change of the weather with reference to the external factor information storage unit 17 (S3).

そして、発電量予測部11bは、発電機情報記憶部16を参照して、予測希望時刻よりも当該時間差だけ前の他の太陽光発電システムの発電量を読み出し、予測のリクエストのあった予測対象である一の太陽光発電システムの予測希望時刻における発電量の予測値とする(S4)。こうして、出力部11cは、発電量予測部11bの予測結果(予定時刻における発電量の予測値)を出力し(S5)、一連の処理を終了することになる。 Then, the power generation amount prediction unit 11b reads out the power generation amount of another photovoltaic power generation system by the time difference before the desired prediction time with reference to the generator information storage unit 16, and the prediction target for which the prediction is requested. Let it be the predicted value of the amount of power generation at the desired time of prediction of one solar power generation system (S4). In this way, the output unit 11c outputs the prediction result (predicted value of the power generation amount at the scheduled time) of the power generation amount prediction unit 11b (S5), and ends the series of processing.

以上説明したように、本発明の実施形態によれば、天気が日から東に移り変わることに着目して、太陽光発電システムの発電量を的確に予測することができる。また、学習を繰り返すことで、参照先を好適なものとし、予測の精度を高めることができる。 As described above, according to the embodiment of the present invention, it is possible to accurately predict the amount of power generated by the photovoltaic power generation system by paying attention to the fact that the weather changes from day to east. Further, by repeating the learning, the reference destination can be made suitable and the accuracy of prediction can be improved.

以上、本発明の実施形態について説明したが、本発明はこれに限定されることなくその趣旨を逸脱しない範囲で種々の改良・変更が可能であることは勿論である。 Although the embodiments of the present invention have been described above, it goes without saying that the present invention is not limited to this and various improvements and changes can be made without departing from the spirit of the present invention.

例えば、外的要因情報は、前述したものに限定されず、各種のものを予測のアルゴリズムに反映させることができる。 For example, the external factor information is not limited to the above-mentioned information, and various information can be reflected in the prediction algorithm.

1…発電量予測装置、2…太陽光発電システム、2a…発電機、2b…管理装置、3…端末装置、4…通信網、11…制御部、11a…受信部、11b…発電量予測部、11c…出力部、11d…発電機情報更新部、11e…外的要因情報更新部、11f…表示制御部、11g…生成部、11h…送信部、11i…学習部、12…通信部、13…表示部、14…操作部、15…記憶部、16…発電施設情報記憶部、17…外的要因情報記憶部、18…バスライン、21…制御部、21a…受信部、21b…閲覧部、21c…送信部、22…通信部、23…操作部、24…表示部、25…記憶部。 1 ... Power generation amount prediction device, 2 ... Solar power generation system, 2a ... Generator, 2b ... Management device, 3 ... Terminal device, 4 ... Communication network, 11 ... Control unit, 11a ... Receiver unit, 11b ... Power generation amount prediction unit , 11c ... Output unit, 11d ... Generator information update unit, 11e ... External factor information update unit, 11f ... Display control unit, 11g ... Generation unit, 11h ... Transmission unit, 11i ... Learning unit, 12 ... Communication unit, 13 ... Display unit, 14 ... Operation unit, 15 ... Storage unit, 16 ... Power generation facility information storage unit, 17 ... External factor information storage unit, 18 ... Bus line, 21 ... Control unit, 21a ... Reception unit, 21b ... Reading unit , 21c ... Transmission unit, 22 ... Communication unit, 23 ... Operation unit, 24 ... Display unit, 25 ... Storage unit.

Claims (3)

各地に設置された太陽光発電システムと通信自在な発電量予測装置であって、
前記複数のうちの一の太陽光発電システムについて予測希望時刻を含む発電量予測のリクエストを受け付ける受信部と、
前記一の太陽光発電システムよりも西に配置されている他の太陽光発電システムを特定し、前記一の太陽光発電システムの設置場所の緯度経度と前記他の太陽光発電システムの設置場所の緯度経度に基づいて両者間の距離を算出し、前記距離と天気の移り変わりの速度とに基づいて時間差を算出し、前記予測希望時刻よりも当該時間差だけ前の前記他の太陽光発電システムの発電量を参照し、前記一の太陽光発電システムの予測希望時刻における発電量の予測値とする発電量予測部と、
前記発電量予測部の前記予測値を出力する出力部と、を備えた
発電量予測装置。
It is a power generation amount prediction device that can freely communicate with the solar power generation system installed in various places.
A receiving unit that receives a request for power generation amount prediction including a desired prediction time for one of the plurality of solar power generation systems, and a receiving unit.
Identify the other PV system located west of the one PV system, and the latitude and longitude of the installation location of the PV system and the installation location of the other PV system. The distance between the two is calculated based on the latitude and longitude, the time difference is calculated based on the distance and the speed of change of the weather, and the power generation of the other photovoltaic power generation system before the predicted desired time by the time difference. With reference to the amount, the power generation amount prediction unit which is the predicted value of the power generation amount at the predicted desired time of the above-mentioned one photovoltaic power generation system, and
A power generation amount prediction device including an output unit that outputs the predicted value of the power generation amount prediction unit.
各地に設置された複数の太陽光発電システムと、各太陽光発電システムに関わる端末装置と、発電量予測装置とからなる発電量予測システムであって、
前記端末装置は、
前記発電量予測装置に発電量予測のリクエストを行う第1送信部と、
前記発電量予測装置からの予測結果を受信する第1受信部と、
前記予測結果を表示する表示部と、を備え、
前記発電量予測装置は、
前記複数のうちの一の太陽光発電システムに関わる端末装置から予測希望時刻を含む発電量予測のリクエストを受け付ける第2受信部と、
前記一の太陽光発電システムよりも西に配置されている他の太陽光発電システムを特定し、前記一の太陽光発電システムの設置場所の緯度経度と前記他の太陽光発電システムの設置場所の緯度経度に基づいて両者間の距離を算出し、前記距離と天気の移り変わりの速度とに基づいて時間差を算出し、前記予測希望時刻よりも当該時間差だけ前の前記他の太陽光発電システムの発電量を参照し、前記一の太陽光発電システムの予測希望時刻における発電量の予測値とする発電量予測部と、
前記発電量予測部の前記予測値を送信する第2送信部と、を備えた
発電量予測システム。
It is a power generation amount prediction system consisting of multiple solar power generation systems installed in various places, terminal devices related to each solar power generation system, and power generation amount prediction device.
The terminal device is
A first transmission unit that makes a request for power generation amount prediction to the power generation amount prediction device, and
A first receiving unit that receives the prediction result from the power generation amount prediction device, and
A display unit for displaying the prediction result is provided.
The power generation amount prediction device is
A second receiving unit that receives a request for power generation amount prediction including a desired predicted time from a terminal device related to one of the plurality of solar power generation systems.
Identify the other PV system located west of the one PV system, and the latitude and longitude of the installation location of the PV system and the installation location of the other PV system. The distance between the two is calculated based on the latitude and longitude, the time difference is calculated based on the distance and the speed of change of the weather, and the power generation of the other photovoltaic power generation system before the predicted desired time by the time difference. With reference to the amount, the power generation amount prediction unit which is the predicted value of the power generation amount at the predicted desired time of the above-mentioned one photovoltaic power generation system, and
A power generation amount prediction system including a second transmission unit for transmitting the predicted value of the power generation amount prediction unit.
各地に設置された複数の太陽光発電システムと、各太陽光発電システムに関わる端末装置と、発電量予測装置とからなる発電量予測システムによる発電量予測方法であって、
前記端末装置では、
第1送信部が、前記発電量予測装置に発電量予測のリクエストを行い、
第1受信部が、前記発電量予測装置からの予測結果を受信し、
表示部が、前記予測結果を表示し、
前記発電量予測装置では、
第2受信部が、前記複数のうちの一の太陽光発電システムに関わる端末装置から予測希望時刻を含む発電量予測のリクエストを受け付け、
発電量予測部が、前記一の太陽光発電システムよりも西に配置されている他の太陽光発電システムを特定し、前記一の太陽光発電システムの設置場所の緯度経度と前記他の太陽光発電システムの設置場所の緯度経度に基づいて両者間の距離を算出し、前記距離と天気の移り変わりの速度とに基づいて時間差を算出し、前記予測希望時刻よりも当該時間差だけ前の前記他の太陽光発電システムの発電量を参照し、前記一の太陽光発電システムの予測希望時刻における発電量の予測値とし、
第2送信部が、前記発電量予測部の前記予測値を送信する
発電量予測方法。
It is a power generation amount prediction method by a power generation amount prediction system consisting of multiple solar power generation systems installed in various places, terminal devices related to each solar power generation system, and a power generation amount prediction device.
In the terminal device,
The first transmission unit makes a request for power generation amount prediction to the power generation amount prediction device, and makes a request for power generation amount prediction.
The first receiving unit receives the prediction result from the power generation amount prediction device, and receives the prediction result.
The display unit displays the prediction result,
In the power generation amount prediction device,
The second receiving unit receives a request for power generation amount prediction including a desired predicted time from a terminal device related to one of the plurality of solar power generation systems, and receives a request.
The power generation amount prediction unit identifies another solar power generation system located west of the one solar power generation system, and the latitude and longitude of the installation location of the one solar power generation system and the other solar power. The distance between the two is calculated based on the latitude and longitude of the installation location of the power generation system, the time difference is calculated based on the distance and the speed of change of the weather, and the other other time difference before the predicted desired time is calculated. Refer to the amount of power generated by the solar power generation system, and use it as the predicted value of the amount of power generated at the desired time of prediction of the above-mentioned one solar power generation system.
A power generation amount prediction method in which the second transmission unit transmits the predicted value of the power generation amount prediction unit.
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Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2011124287A (en) 2009-12-08 2011-06-23 Sony Corp Electric power generation volume estimating apparatus, electric power generation volume estimating system, electric power generation amount estimating method, and computer program
JP2015138912A (en) 2014-01-23 2015-07-30 大阪瓦斯株式会社 Photovoltaic power generation amount prediction system and weather forecast system

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2011124287A (en) 2009-12-08 2011-06-23 Sony Corp Electric power generation volume estimating apparatus, electric power generation volume estimating system, electric power generation amount estimating method, and computer program
JP2015138912A (en) 2014-01-23 2015-07-30 大阪瓦斯株式会社 Photovoltaic power generation amount prediction system and weather forecast system

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